Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 100 |
| Missing cells | 3 |
| Missing cells (%) | 0.2% |
| Duplicate rows | 44 |
| Duplicate rows (%) | 44.0% |
| Total size in memory | 12.6 KiB |
| Average record size in memory | 129.3 B |
Variable types
| NUM | 15 |
|---|---|
| CAT | 1 |
| Dataset has 44 (44.0%) duplicate rows | Duplicates |
HOMA_IR is highly correlated with FI | High correlation |
FI is highly correlated with HOMA_IR | High correlation |
FI has 3 (3.0%) missing values | Missing |
GENSINI has 36 (36.0%) zeros | Zeros |
SYNTAX has 36 (36.0%) zeros | Zeros |
Reproduction
| Analysis started | 2020-10-24 17:49:33.025790 |
|---|---|
| Analysis finished | 2020-10-24 17:50:17.682043 |
| Duration | 44.66 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
Age
Real number (ℝ≥0)
| Distinct | 28 |
|---|---|
| Distinct (%) | 28.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.09 |
|---|---|
| Minimum | 39 |
| Maximum | 77 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 39 |
|---|---|
| 5-th percentile | 41.85 |
| Q1 | 46.75 |
| median | 58 |
| Q3 | 64 |
| 95-th percentile | 71 |
| Maximum | 77 |
| Range | 38 |
| Interquartile range (IQR) | 17.25 |
Descriptive statistics
| Standard deviation | 9.867910446 |
|---|---|
| Coefficient of variation (CV) | 0.175929942 |
| Kurtosis | -1.061994876 |
| Mean | 56.09 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.1286114305 |
| Sum | 5609 |
| Variance | 97.37565657 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) | |
| 42 | 9 | 9.0% | |
| 61 | 8 | 8.0% | |
| 71 | 6 | 6.0% | |
| 45 | 6 | 6.0% | |
| 39 | 5 | 5.0% | |
| 58 | 5 | 5.0% | |
| 64 | 5 | 5.0% | |
| 60 | 5 | 5.0% | |
| 62 | 5 | 5.0% | |
| 55 | 4 | 4.0% | |
| Other values (18) | 42 | 42.0% |
| Value | Count | Frequency (%) | |
| 39 | 5 | 5.0% | |
| 42 | 9 | 9.0% | |
| 43 | 2 | 2.0% | |
| 45 | 6 | 6.0% | |
| 46 | 3 | 3.0% |
| Value | Count | Frequency (%) | |
| 77 | 1 | 1.0% | |
| 72 | 1 | 1.0% | |
| 71 | 6 | 6.0% | |
| 70 | 1 | 1.0% | |
| 69 | 4 | 4.0% |
BMI
Real number (ℝ≥0)
| Distinct | 37 |
|---|---|
| Distinct (%) | 37.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.1412 |
|---|---|
| Minimum | 17.3 |
| Maximum | 40.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 17.3 |
|---|---|
| 5-th percentile | 19.37 |
| Q1 | 21.6 |
| median | 24 |
| Q3 | 26.3 |
| 95-th percentile | 29.645 |
| Maximum | 40.3 |
| Range | 23 |
| Interquartile range (IQR) | 4.7 |
Descriptive statistics
| Standard deviation | 3.984764236 |
|---|---|
| Coefficient of variation (CV) | 0.1650607359 |
| Kurtosis | 3.780118411 |
| Mean | 24.1412 |
| Median Absolute Deviation (MAD) | 2.4 |
| Skewness | 1.35576879 |
| Sum | 2414.12 |
| Variance | 15.87834602 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) | |
| 20 | 9 | 9.0% | |
| 25.3 | 7 | 7.0% | |
| 21.9 | 7 | 7.0% | |
| 24 | 5 | 5.0% | |
| 21.6 | 5 | 5.0% | |
| 24.6 | 5 | 5.0% | |
| 22.1 | 4 | 4.0% | |
| 28.49 | 3 | 3.0% | |
| 18.8 | 3 | 3.0% | |
| 24.67 | 3 | 3.0% | |
| Other values (27) | 49 | 49.0% |
| Value | Count | Frequency (%) | |
| 17.3 | 2 | 2.0% | |
| 18.8 | 3 | 3.0% | |
| 19.4 | 1 | 1.0% | |
| 20 | 9 | 9.0% | |
| 20.2 | 3 | 3.0% |
| Value | Count | Frequency (%) | |
| 40.3 | 2 | 2.0% | |
| 31.25 | 2 | 2.0% | |
| 30.5 | 1 | 1.0% | |
| 29.6 | 2 | 2.0% | |
| 29.5 | 2 | 2.0% |
WC
Real number (ℝ≥0)
| Distinct | 25 |
|---|---|
| Distinct (%) | 25.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 87.13 |
|---|---|
| Minimum | 72 |
| Maximum | 106 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 72 |
|---|---|
| 5-th percentile | 74 |
| Q1 | 80 |
| median | 88 |
| Q3 | 92 |
| 95-th percentile | 102 |
| Maximum | 106 |
| Range | 34 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.321391443 |
|---|---|
| Coefficient of variation (CV) | 0.09550546819 |
| Kurtosis | -0.5032147113 |
| Mean | 87.13 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.09703923543 |
| Sum | 8713 |
| Variance | 69.24555556 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) | |
| 88 | 14 | 14.0% | |
| 80 | 7 | 7.0% | |
| 92 | 7 | 7.0% | |
| 94 | 6 | 6.0% | |
| 90 | 6 | 6.0% | |
| 84 | 5 | 5.0% | |
| 102 | 5 | 5.0% | |
| 75 | 5 | 5.0% | |
| 83 | 4 | 4.0% | |
| 91 | 4 | 4.0% | |
| Other values (15) | 37 | 37.0% |
| Value | Count | Frequency (%) | |
| 72 | 4 | 4.0% | |
| 74 | 2 | 2.0% | |
| 75 | 5 | 5.0% | |
| 76 | 4 | 4.0% | |
| 77 | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| 106 | 2 | 2.0% | |
| 102 | 5 | 5.0% | |
| 99.5 | 3 | 3.0% | |
| 99 | 3 | 3.0% | |
| 98 | 1 | 1.0% |
HbA1c
Real number (ℝ≥0)
| Distinct | 29 |
|---|---|
| Distinct (%) | 29.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.643 |
|---|---|
| Minimum | 4.4 |
| Maximum | 9.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 4.4 |
|---|---|
| 5-th percentile | 5.3 |
| Q1 | 5.7 |
| median | 6 |
| Q3 | 7.55 |
| 95-th percentile | 9.4 |
| Maximum | 9.5 |
| Range | 5.1 |
| Interquartile range (IQR) | 1.85 |
Descriptive statistics
| Standard deviation | 1.271065329 |
|---|---|
| Coefficient of variation (CV) | 0.191339053 |
| Kurtosis | -0.3365825932 |
| Mean | 6.643 |
| Median Absolute Deviation (MAD) | 0.55 |
| Skewness | 0.8188642139 |
| Sum | 664.3 |
| Variance | 1.615607071 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) | |
| 6 | 12 | 12.0% | |
| 5.9 | 8 | 8.0% | |
| 5.7 | 8 | 8.0% | |
| 5.4 | 7 | 7.0% | |
| 7.4 | 6 | 6.0% | |
| 5.8 | 5 | 5.0% | |
| 6.1 | 5 | 5.0% | |
| 5.3 | 4 | 4.0% | |
| 9.5 | 4 | 4.0% | |
| 5.6 | 4 | 4.0% | |
| Other values (19) | 37 | 37.0% |
| Value | Count | Frequency (%) | |
| 4.4 | 2 | 2.0% | |
| 5.3 | 4 | 4.0% | |
| 5.4 | 7 | 7.0% | |
| 5.5 | 1 | 1.0% | |
| 5.6 | 4 | 4.0% |
| Value | Count | Frequency (%) | |
| 9.5 | 4 | 4.0% | |
| 9.4 | 3 | 3.0% | |
| 8.9 | 2 | 2.0% | |
| 8.4 | 2 | 2.0% | |
| 8.3 | 2 | 2.0% |
FPG
Real number (ℝ≥0)
| Distinct | 33 |
|---|---|
| Distinct (%) | 33.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 104.34 |
|---|---|
| Minimum | 63 |
| Maximum | 220 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 63 |
|---|---|
| 5-th percentile | 74 |
| Q1 | 86 |
| median | 95 |
| Q3 | 110 |
| 95-th percentile | 170 |
| Maximum | 220 |
| Range | 157 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 31.56433866 |
|---|---|
| Coefficient of variation (CV) | 0.3025142674 |
| Kurtosis | 2.803878143 |
| Mean | 104.34 |
| Median Absolute Deviation (MAD) | 12.5 |
| Skewness | 1.690535013 |
| Sum | 10434 |
| Variance | 996.3074747 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) | |
| 96 | 11 | 11.0% | |
| 88 | 9 | 9.0% | |
| 86 | 7 | 7.0% | |
| 78 | 7 | 7.0% | |
| 108 | 5 | 5.0% | |
| 92 | 5 | 5.0% | |
| 81 | 4 | 4.0% | |
| 94 | 4 | 4.0% | |
| 130 | 3 | 3.0% | |
| 164 | 3 | 3.0% | |
| Other values (23) | 42 | 42.0% |
| Value | Count | Frequency (%) | |
| 63 | 2 | 2.0% | |
| 64 | 2 | 2.0% | |
| 74 | 2 | 2.0% | |
| 78 | 7 | 7.0% | |
| 81 | 4 | 4.0% |
| Value | Count | Frequency (%) | |
| 220 | 2 | 2.0% | |
| 173 | 2 | 2.0% | |
| 170 | 2 | 2.0% | |
| 168 | 2 | 2.0% | |
| 164 | 3 | 3.0% |
TC
Real number (ℝ≥0)
| Distinct | 36 |
|---|---|
| Distinct (%) | 36.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 175.01 |
|---|---|
| Minimum | 108 |
| Maximum | 257 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 108 |
|---|---|
| 5-th percentile | 117.75 |
| Q1 | 159 |
| median | 175 |
| Q3 | 184.5 |
| 95-th percentile | 250 |
| Maximum | 257 |
| Range | 149 |
| Interquartile range (IQR) | 25.5 |
Descriptive statistics
| Standard deviation | 35.96954239 |
|---|---|
| Coefficient of variation (CV) | 0.2055284977 |
| Kurtosis | -0.04077019828 |
| Mean | 175.01 |
| Median Absolute Deviation (MAD) | 15.5 |
| Skewness | 0.309763856 |
| Sum | 17501 |
| Variance | 1293.80798 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) | |
| 182 | 9 | 9.0% | |
| 168 | 8 | 8.0% | |
| 250 | 5 | 5.0% | |
| 174 | 5 | 5.0% | |
| 164 | 4 | 4.0% | |
| 139 | 4 | 4.0% | |
| 140 | 4 | 4.0% | |
| 177 | 3 | 3.0% | |
| 180 | 3 | 3.0% | |
| 184 | 3 | 3.0% | |
| Other values (26) | 52 | 52.0% |
| Value | Count | Frequency (%) | |
| 108 | 3 | 3.0% | |
| 113 | 2 | 2.0% | |
| 118 | 2 | 2.0% | |
| 120 | 2 | 2.0% | |
| 124 | 3 | 3.0% |
| Value | Count | Frequency (%) | |
| 257 | 2 | 2.0% | |
| 250 | 5 | 5.0% | |
| 229 | 2 | 2.0% | |
| 226 | 3 | 3.0% | |
| 220 | 3 | 3.0% |
TG
Real number (ℝ≥0)
| Distinct | 42 |
|---|---|
| Distinct (%) | 42.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 154.64 |
|---|---|
| Minimum | 79 |
| Maximum | 459 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 79 |
|---|---|
| 5-th percentile | 91.65 |
| Q1 | 109 |
| median | 141 |
| Q3 | 184 |
| 95-th percentile | 232.25 |
| Maximum | 459 |
| Range | 380 |
| Interquartile range (IQR) | 75 |
Descriptive statistics
| Standard deviation | 61.46009956 |
|---|---|
| Coefficient of variation (CV) | 0.3974398575 |
| Kurtosis | 10.3688992 |
| Mean | 154.64 |
| Median Absolute Deviation (MAD) | 35 |
| Skewness | 2.48295178 |
| Sum | 15464 |
| Variance | 3777.343838 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) | |
| 141 | 6 | 6.0% | |
| 167 | 6 | 6.0% | |
| 96 | 6 | 6.0% | |
| 134 | 5 | 5.0% | |
| 178 | 4 | 4.0% | |
| 137 | 4 | 4.0% | |
| 143 | 3 | 3.0% | |
| 184 | 3 | 3.0% | |
| 109 | 3 | 3.0% | |
| 213 | 3 | 3.0% | |
| Other values (32) | 57 | 57.0% |
| Value | Count | Frequency (%) | |
| 79 | 1 | 1.0% | |
| 81 | 2 | 2.0% | |
| 85 | 2 | 2.0% | |
| 92 | 1 | 1.0% | |
| 93 | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| 459 | 2 | 2.0% | |
| 237 | 3 | 3.0% | |
| 232 | 2 | 2.0% | |
| 229 | 2 | 2.0% | |
| 223 | 1 | 1.0% |
HDL
Real number (ℝ≥0)
| Distinct | 23 |
|---|---|
| Distinct (%) | 23.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.95 |
|---|---|
| Minimum | 27 |
| Maximum | 61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 27 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 32 |
| median | 40 |
| Q3 | 44.25 |
| 95-th percentile | 48.25 |
| Maximum | 61 |
| Range | 34 |
| Interquartile range (IQR) | 12.25 |
Descriptive statistics
| Standard deviation | 7.42963626 |
|---|---|
| Coefficient of variation (CV) | 0.1907480426 |
| Kurtosis | -0.0002441439737 |
| Mean | 38.95 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.3528285666 |
| Sum | 3895 |
| Variance | 55.19949495 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) | |
| 42 | 12 | 12.0% | |
| 46 | 9 | 9.0% | |
| 45 | 8 | 8.0% | |
| 30 | 8 | 8.0% | |
| 44 | 7 | 7.0% | |
| 39 | 6 | 6.0% | |
| 32 | 6 | 6.0% | |
| 40 | 6 | 6.0% | |
| 35 | 5 | 5.0% | |
| 29 | 5 | 5.0% | |
| Other values (13) | 28 | 28.0% |
| Value | Count | Frequency (%) | |
| 27 | 3 | 3.0% | |
| 28 | 3 | 3.0% | |
| 29 | 5 | 5.0% | |
| 30 | 8 | 8.0% | |
| 31 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 61 | 2 | 2.0% | |
| 53 | 3 | 3.0% | |
| 48 | 2 | 2.0% | |
| 47 | 1 | 1.0% | |
| 46 | 9 | 9.0% |
GROUP
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| 1 | |
|---|---|
| 4 | |
| 3 | |
| 2 |
| Value | Count | Frequency (%) | |
| 1 | 47 | 47.0% | |
| 4 | 23 | 23.0% | |
| 3 | 15 | 15.0% | |
| 2 | 15 | 15.0% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
LDL
Real number (ℝ≥0)
| Distinct | 38 |
|---|---|
| Distinct (%) | 38.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 102.96 |
|---|---|
| Minimum | 44 |
| Maximum | 183 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 44 |
|---|---|
| 5-th percentile | 50.9 |
| Q1 | 90 |
| median | 106.5 |
| Q3 | 115.5 |
| 95-th percentile | 160 |
| Maximum | 183 |
| Range | 139 |
| Interquartile range (IQR) | 25.5 |
Descriptive statistics
| Standard deviation | 31.26876649 |
|---|---|
| Coefficient of variation (CV) | 0.3036981982 |
| Kurtosis | 0.4327552843 |
| Mean | 102.96 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.3229643164 |
| Sum | 10296 |
| Variance | 977.7357576 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=38)
| Value | Count | Frequency (%) | |
| 93 | 6 | 6.0% | |
| 111 | 5 | 5.0% | |
| 96 | 5 | 5.0% | |
| 121 | 4 | 4.0% | |
| 115 | 4 | 4.0% | |
| 114 | 4 | 4.0% | |
| 109 | 4 | 4.0% | |
| 66 | 4 | 4.0% | |
| 97 | 4 | 4.0% | |
| 132 | 3 | 3.0% | |
| Other values (28) | 57 | 57.0% |
| Value | Count | Frequency (%) | |
| 44 | 2 | 2.0% | |
| 49 | 3 | 3.0% | |
| 51 | 2 | 2.0% | |
| 55 | 2 | 2.0% | |
| 56 | 3 | 3.0% |
| Value | Count | Frequency (%) | |
| 183 | 2 | 2.0% | |
| 182 | 2 | 2.0% | |
| 160 | 3 | 3.0% | |
| 148 | 3 | 3.0% | |
| 134 | 2 | 2.0% |
CH_HDL
Real number (ℝ≥0)
| Distinct | 33 |
|---|---|
| Distinct (%) | 33.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.6162 |
|---|---|
| Minimum | 2.5 |
| Maximum | 7.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 2.5 |
|---|---|
| 5-th percentile | 2.7 |
| Q1 | 3.76 |
| median | 4.2 |
| Q3 | 5.325 |
| 95-th percentile | 6.92 |
| Maximum | 7.8 |
| Range | 5.3 |
| Interquartile range (IQR) | 1.565 |
Descriptive statistics
| Standard deviation | 1.318280775 |
|---|---|
| Coefficient of variation (CV) | 0.2855770493 |
| Kurtosis | -0.2950377105 |
| Mean | 4.6162 |
| Median Absolute Deviation (MAD) | 0.7 |
| Skewness | 0.6066581643 |
| Sum | 461.62 |
| Variance | 1.737864202 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) | |
| 4 | 11 | 11.0% | |
| 4.2 | 6 | 6.0% | |
| 6 | 6 | 6.0% | |
| 2.7 | 5 | 5.0% | |
| 5.3 | 5 | 5.0% | |
| 3.6 | 5 | 5.0% | |
| 3 | 4 | 4.0% | |
| 4.4 | 4 | 4.0% | |
| 3.5 | 4 | 4.0% | |
| 4.1 | 4 | 4.0% | |
| Other values (23) | 46 | 46.0% |
| Value | Count | Frequency (%) | |
| 2.5 | 2 | 2.0% | |
| 2.7 | 5 | 5.0% | |
| 2.8 | 2 | 2.0% | |
| 3 | 4 | 4.0% | |
| 3.1 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 7.8 | 3 | 3.0% | |
| 7.3 | 2 | 2.0% | |
| 6.9 | 2 | 2.0% | |
| 6.8 | 3 | 3.0% | |
| 6.4 | 3 | 3.0% |
| Distinct | 47 |
|---|---|
| Distinct (%) | 48.5% |
| Missing | 3 |
| Missing (%) | 3.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.62917526 |
|---|---|
| Minimum | 4.68 |
| Maximum | 216 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 4.68 |
|---|---|
| 5-th percentile | 4.87 |
| Q1 | 12.4 |
| median | 25.92 |
| Q3 | 38.52 |
| 95-th percentile | 136.6 |
| Maximum | 216 |
| Range | 211.32 |
| Interquartile range (IQR) | 26.12 |
Descriptive statistics
| Standard deviation | 40.1986656 |
|---|---|
| Coefficient of variation (CV) | 1.128251364 |
| Kurtosis | 8.799140711 |
| Mean | 35.62917526 |
| Median Absolute Deviation (MAD) | 13.52 |
| Skewness | 2.785708406 |
| Sum | 3456.03 |
| Variance | 1615.932716 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=47)
| Value | Count | Frequency (%) | |
| 4.87 | 5 | 5.0% | |
| 7.34 | 4 | 4.0% | |
| 27.41 | 4 | 4.0% | |
| 62.59 | 3 | 3.0% | |
| 4.68 | 3 | 3.0% | |
| 28.29 | 3 | 3.0% | |
| 33.14 | 3 | 3.0% | |
| 23.45 | 3 | 3.0% | |
| 136.6 | 3 | 3.0% | |
| 16.05 | 3 | 3.0% | |
| Other values (37) | 63 | 63.0% |
| Value | Count | Frequency (%) | |
| 4.68 | 3 | 3.0% | |
| 4.77 | 1 | 1.0% | |
| 4.87 | 5 | 5.0% | |
| 5.1 | 3 | 3.0% | |
| 6.2 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 216 | 2 | 2.0% | |
| 171 | 1 | 1.0% | |
| 136.6 | 3 | 3.0% | |
| 77.21 | 3 | 3.0% | |
| 75.08 | 2 | 2.0% |
| Distinct | 42 |
|---|---|
| Distinct (%) | 42.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.2704 |
|---|---|
| Minimum | 0.9 |
| Maximum | 39.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0.9 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2.7 |
| median | 5.5 |
| Q3 | 10.315 |
| 95-th percentile | 33.11 |
| Maximum | 39.5 |
| Range | 38.6 |
| Interquartile range (IQR) | 7.615 |
Descriptive statistics
| Standard deviation | 9.914538444 |
|---|---|
| Coefficient of variation (CV) | 1.06948335 |
| Kurtosis | 2.307646232 |
| Mean | 9.2704 |
| Median Absolute Deviation (MAD) | 3.6 |
| Skewness | 1.767936258 |
| Sum | 927.04 |
| Variance | 98.29807257 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) | |
| 1.7 | 7 | 7.0% | |
| 7.9 | 6 | 6.0% | |
| 1.1 | 5 | 5.0% | |
| 1 | 4 | 4.0% | |
| 4.5 | 3 | 3.0% | |
| 5.5 | 3 | 3.0% | |
| 3.2 | 3 | 3.0% | |
| 2.6 | 3 | 3.0% | |
| 2.7 | 3 | 3.0% | |
| 9.1 | 3 | 3.0% | |
| Other values (32) | 60 | 60.0% |
| Value | Count | Frequency (%) | |
| 0.9 | 2 | 2.0% | |
| 1 | 4 | 4.0% | |
| 1.1 | 5 | 5.0% | |
| 1.5 | 2 | 2.0% | |
| 1.7 | 7 | 7.0% |
| Value | Count | Frequency (%) | |
| 39.5 | 2 | 2.0% | |
| 37.1 | 3 | 3.0% | |
| 32.9 | 1 | 1.0% | |
| 31.3 | 3 | 3.0% | |
| 25.8 | 2 | 2.0% |
hsCRP
Real number (ℝ≥0)
| Distinct | 35 |
|---|---|
| Distinct (%) | 35.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.8842 |
|---|---|
| Minimum | 0.5 |
| Maximum | 38.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 0.6 |
| Q1 | 1.1 |
| median | 1.9 |
| Q3 | 3.3 |
| 95-th percentile | 16.8 |
| Maximum | 38.7 |
| Range | 38.2 |
| Interquartile range (IQR) | 2.2 |
Descriptive statistics
| Standard deviation | 6.96693695 |
|---|---|
| Coefficient of variation (CV) | 1.793660715 |
| Kurtosis | 17.73741729 |
| Mean | 3.8842 |
| Median Absolute Deviation (MAD) | 0.965 |
| Skewness | 4.138119214 |
| Sum | 388.42 |
| Variance | 48.53821046 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=35)
| Value | Count | Frequency (%) | |
| 1.4 | 8 | 8.0% | |
| 0.8 | 6 | 6.0% | |
| 2.8 | 6 | 6.0% | |
| 1.7 | 6 | 6.0% | |
| 0.6 | 5 | 5.0% | |
| 2.1 | 4 | 4.0% | |
| 3.4 | 4 | 4.0% | |
| 1.1 | 4 | 4.0% | |
| 2 | 4 | 4.0% | |
| 1.3 | 3 | 3.0% | |
| Other values (25) | 50 | 50.0% |
| Value | Count | Frequency (%) | |
| 0.5 | 1 | 1.0% | |
| 0.6 | 5 | 5.0% | |
| 0.7 | 2 | 2.0% | |
| 0.8 | 6 | 6.0% | |
| 0.89 | 3 | 3.0% |
| Value | Count | Frequency (%) | |
| 38.7 | 3 | 3.0% | |
| 21.9 | 1 | 1.0% | |
| 16.8 | 2 | 2.0% | |
| 7.3 | 2 | 2.0% | |
| 6.8 | 2 | 2.0% |
| Distinct | 26 |
|---|---|
| Distinct (%) | 26.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.84 |
|---|---|
| Minimum | 0 |
| Maximum | 125 |
| Zeros | 36 |
| Zeros (%) | 36.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4 |
| Q3 | 27 |
| 95-th percentile | 56 |
| Maximum | 125 |
| Range | 125 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 23.5617478 |
|---|---|
| Coefficient of variation (CV) | 1.487484079 |
| Kurtosis | 7.633189788 |
| Mean | 15.84 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 2.371269023 |
| Sum | 1584 |
| Variance | 555.1559596 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) | |
| 0 | 36 | 36.0% | |
| 2 | 9 | 9.0% | |
| 4 | 5 | 5.0% | |
| 5 | 4 | 4.0% | |
| 27 | 4 | 4.0% | |
| 39 | 3 | 3.0% | |
| 22 | 3 | 3.0% | |
| 40 | 3 | 3.0% | |
| 56 | 3 | 3.0% | |
| 30 | 3 | 3.0% | |
| Other values (16) | 27 | 27.0% |
| Value | Count | Frequency (%) | |
| 0 | 36 | 36.0% | |
| 2 | 9 | 9.0% | |
| 2.5 | 2 | 2.0% | |
| 3 | 1 | 1.0% | |
| 4 | 5 | 5.0% |
| Value | Count | Frequency (%) | |
| 125 | 2 | 2.0% | |
| 59 | 2 | 2.0% | |
| 56 | 3 | 3.0% | |
| 52 | 1 | 1.0% | |
| 46 | 2 | 2.0% |
| Distinct | 23 |
|---|---|
| Distinct (%) | 23.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.295 |
|---|---|
| Minimum | 0 |
| Maximum | 38 |
| Zeros | 36 |
| Zeros (%) | 36.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 6 |
| Q3 | 15 |
| 95-th percentile | 34.1 |
| Maximum | 38 |
| Range | 38 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 10.83323893 |
|---|---|
| Coefficient of variation (CV) | 1.165491009 |
| Kurtosis | 0.7065427451 |
| Mean | 9.295 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 1.223712263 |
| Sum | 929.5 |
| Variance | 117.3590657 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) | |
| 0 | 36 | 36.0% | |
| 7 | 8 | 8.0% | |
| 15 | 7 | 7.0% | |
| 5 | 5 | 5.0% | |
| 2 | 4 | 4.0% | |
| 4 | 3 | 3.0% | |
| 13 | 3 | 3.0% | |
| 38 | 3 | 3.0% | |
| 10 | 3 | 3.0% | |
| 9 | 3 | 3.0% | |
| Other values (13) | 25 | 25.0% |
| Value | Count | Frequency (%) | |
| 0 | 36 | 36.0% | |
| 2 | 4 | 4.0% | |
| 3 | 2 | 2.0% | |
| 4 | 3 | 3.0% | |
| 5 | 5 | 5.0% |
| Value | Count | Frequency (%) | |
| 38 | 3 | 3.0% | |
| 36 | 2 | 2.0% | |
| 34 | 2 | 2.0% | |
| 32.5 | 2 | 2.0% | |
| 22.5 | 3 | 3.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Age | BMI | WC | HbA1c | FPG | TC | TG | HDL | GROUP | LDL | CH_HDL | FI | HOMA_IR | hsCRP | GENSINI | SYNTAX | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 62 | 20.00 | 80.0 | 5.4 | 88 | 226 | 108 | 44 | 1 | 160 | 5.1 | 5.10 | 2.6 | 2.10 | 56.0 | 22.5 |
| 1 | 54 | 21.90 | 82.0 | 4.4 | 83 | 178 | 157 | 34 | 1 | 96 | 4.2 | 4.87 | 1.0 | 1.40 | 38.0 | 15.0 |
| 2 | 64 | 18.80 | 102.0 | 6.1 | 92 | 184 | 237 | 27 | 2 | 110 | 6.8 | 4.87 | 1.1 | 0.89 | 22.0 | 38.0 |
| 3 | 52 | 31.25 | 106.0 | 5.8 | 96 | 150 | 127 | 61 | 4 | 64 | 2.5 | 16.95 | 4.0 | 0.70 | 2.5 | 7.0 |
| 4 | 60 | 40.30 | 102.0 | 6.3 | 116 | 168 | 167 | 42 | 4 | 93 | 4.0 | 29.63 | 8.5 | 1.32 | 4.0 | 7.0 |
| 5 | 60 | 24.67 | 88.0 | 5.9 | 94 | 180 | 184 | 28 | 1 | 115 | 6.0 | NaN | 0.9 | 0.97 | 0.0 | 0.0 |
| 6 | 42 | 20.00 | 88.0 | 6.0 | 96 | 168 | 167 | 42 | 1 | 93 | 4.0 | 7.34 | 1.7 | 2.00 | 0.0 | 0.0 |
| 7 | 48 | 22.20 | 82.0 | 5.6 | 94 | 220 | 97 | 53 | 1 | 148 | 4.2 | 4.68 | 1.1 | 1.30 | 0.0 | 0.0 |
| 8 | 58 | 22.10 | 76.0 | 5.6 | 158 | 166 | 132 | 39 | 2 | 94 | 4.1 | 6.20 | 7.4 | 1.00 | 0.0 | 0.0 |
| 9 | 42 | 28.49 | 91.0 | 5.7 | 81 | 108 | 143 | 30 | 3 | 49 | 3.6 | 16.05 | 3.2 | 1.40 | 4.0 | 10.0 |
Last rows
| Age | BMI | WC | HbA1c | FPG | TC | TG | HDL | GROUP | LDL | CH_HDL | FI | HOMA_IR | hsCRP | GENSINI | SYNTAX | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 90 | 39 | 24.60 | 99.5 | 7.4 | 164 | 250 | 141 | 32 | 1 | 132 | 7.8 | 77.21 | 31.3 | 5.90 | 2.0 | 3.0 |
| 91 | 61 | 25.60 | 92.0 | 6.0 | 96 | 177 | 141 | 40 | 3 | 109 | 4.4 | 33.14 | 7.9 | 0.80 | 30.0 | 19.0 |
| 92 | 56 | 21.60 | 72.0 | 5.4 | 90 | 213 | 176 | 45 | 1 | 121 | 4.7 | 24.42 | 5.4 | 3.40 | 5.0 | 4.0 |
| 93 | 46 | 23.50 | 94.0 | 8.1 | 168 | 159 | 85 | 45 | 1 | 97 | 3.5 | 62.20 | 25.8 | 2.60 | 46.0 | 17.0 |
| 94 | 64 | 20.00 | 90.0 | 7.9 | 106 | 250 | 116 | 45 | 1 | 182 | 5.6 | 25.75 | 6.7 | 1.10 | 20.0 | 15.0 |
| 95 | 64 | 18.80 | 102.0 | 6.1 | 92 | 184 | 237 | 27 | 2 | 110 | 6.8 | 4.87 | 1.1 | 0.89 | 22.0 | 38.0 |
| 96 | 42 | 20.00 | 88.0 | 6.0 | 96 | 168 | 167 | 42 | 1 | 93 | 4.0 | 7.34 | 1.7 | 2.00 | 0.0 | 0.0 |
| 97 | 42 | 28.49 | 91.0 | 5.7 | 81 | 108 | 143 | 30 | 3 | 49 | 3.6 | 16.05 | 3.2 | 1.40 | 4.0 | 10.0 |
| 98 | 71 | 20.20 | 75.0 | 7.4 | 108 | 182 | 213 | 29 | 2 | 96 | 6.4 | 62.59 | 16.7 | 0.90 | 27.0 | 15.0 |
| 99 | 63 | 20.90 | 78.0 | 6.0 | 108 | 113 | 81 | 42 | 1 | 55 | 2.7 | 20.53 | 5.5 | 5.20 | 10.0 | 22.0 |
Most frequent
| Age | BMI | WC | HbA1c | FPG | TC | TG | HDL | GROUP | LDL | CH_HDL | FI | HOMA_IR | hsCRP | GENSINI | SYNTAX | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | 42 | 20.00 | 88.0 | 6.0 | 96 | 168 | 167 | 42 | 1 | 93 | 4.0 | 7.34 | 1.7 | 2.00 | 0.0 | 0.0 | 4 |
| 4 | 42 | 28.49 | 91.0 | 5.7 | 81 | 108 | 143 | 30 | 3 | 49 | 3.6 | 16.05 | 3.2 | 1.40 | 4.0 | 10.0 | 3 |
| 15 | 58 | 25.30 | 84.0 | 8.2 | 130 | 140 | 96 | 35 | 4 | 86 | 4.0 | 28.29 | 9.1 | 38.70 | 39.0 | 13.0 | 3 |
| 17 | 61 | 21.90 | 76.0 | 5.7 | 78 | 182 | 186 | 30 | 2 | 117 | 6.0 | 23.45 | 4.5 | 3.30 | 2.0 | 5.0 | 3 |
| 19 | 61 | 25.60 | 92.0 | 6.0 | 96 | 177 | 141 | 40 | 3 | 109 | 4.4 | 33.14 | 7.9 | 0.80 | 30.0 | 19.0 | 3 |
| 20 | 62 | 20.00 | 80.0 | 5.4 | 88 | 226 | 108 | 44 | 1 | 160 | 5.1 | 5.10 | 2.6 | 2.10 | 56.0 | 22.5 | 3 |
| 23 | 64 | 18.80 | 102.0 | 6.1 | 92 | 184 | 237 | 27 | 2 | 110 | 6.8 | 4.87 | 1.1 | 0.89 | 22.0 | 38.0 | 3 |
| 31 | 71 | 20.20 | 75.0 | 7.4 | 108 | 182 | 213 | 29 | 2 | 96 | 6.4 | 62.59 | 16.7 | 0.90 | 27.0 | 15.0 | 3 |
| 32 | 71 | 28.20 | 92.0 | 9.4 | 110 | 124 | 109 | 46 | 4 | 56 | 2.7 | 136.60 | 37.1 | 2.80 | 40.0 | 16.0 | 3 |
| 0 | 39 | 22.10 | 77.0 | 5.3 | 98 | 169 | 135 | 42 | 1 | 97 | 4.1 | 13.80 | 3.3 | 1.10 | 0.0 | 0.0 | 2 |